The musty scent of the solicitor's office was suffocating. Amelia's hands wouldn't stop fidgeting, twisting the hem of her dress. The lawyer, Mr. Finch, droned on about clauses and codicils, the words blurring into a meaningless hum. Her brother, Thomas, sat beside her, impassive, a granite statue in a tweed suit. She felt a pressure building in her chest, a weight that threatened to crush her.

He finished speaking and he produced a small, leather-bound book. "For you, Miss Amelia. A collection of recipes, handwritten by your grandmother." Amelia took the book, its cover worn smooth by time. She flipped through a few pages – chicken pot pie, lemon meringue. A wave of nausea washed over her. She already had too much to do, she couldn't deal with this.

Thomas was handed a deed to a small, secluded island in the Hebrides. He accepted it with a nod. "Thank you, Mr. Finch."

Emotion: overwhelmed

Cluster: Fear / Anxiety
PC1 (Valence): -2.52 Negative
PC2 (Disposition): -0.94

Role in Research

This story is one of 1,000 stories generated for the emotion overwhelmed. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 overwhelmed stories, after denoising with neutral dialogue baselines, produces the overwhelmed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the overwhelmed vector is projected through the unembedding matrix.

Promoted:
S0.385
😫0.332
😖0.319
😣0.319
😩0.314
Suppressed:
la-0.576
de-0.496
a-0.297
happy-0.290
l-0.264